https://github.com/0rc0/orbita_ai

https://github.com/0rc0/orbita_ai

Science Score: 13.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
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  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (3.8%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Basic Info
  • Host: GitHub
  • Owner: 0rC0
  • Language: Jupyter Notebook
  • Default Branch: main
  • Size: 15.6 KB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created almost 3 years ago · Last pushed over 1 year ago
Metadata Files
Readme

README.md

Orbita AI

code for the paper (citation pending): Deep Learning Model for Automated Segmentation of Orbital Structures in MRI Images

Directory contents

  • scripts/: exemplificatory sbatch script for Slurm cluster
  • notebooks/: contains the code for training and testing the model on a local machine

Notebooks

  • MakeUNetDataset.ipynb: creates the five-fold cross-validation datasets for nnU-Net
  • grab_train_results.ipynb: grabs the training results from the nnU-Net training logs
  • grab_test_results.ipynb: calculate DSC for the test sets
  • Volumes.ipynb: calculate the volumes of the orbital structures

Owner

  • Name: Andrea Dell'Orco
  • Login: 0rC0
  • Kind: user
  • Location: Berlin

Sharing code for neuroimaging research. Credits for profile picture: @lastknight"

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